Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "78"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 78 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 104 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 102 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 78, Node N06:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459921 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459920 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.021646 -0.033829 -0.634422 0.386878 2.320838 -0.817309 0.454043 1.086819 0.4302 0.6536 0.4015 nan nan
2459919 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.426548 0.292847 -0.477607 0.944011 3.688922 -0.239950 1.073170 0.803105 0.4406 0.6484 0.3827 nan nan
2459918 not_connected 100.00% 0.00% 0.00% 0.00% - - 35.678311 0.666885 -0.560521 1.105986 1.784326 -0.593196 2.735327 0.771201 0.4480 0.6623 0.3871 nan nan
2459917 not_connected 100.00% 0.00% 0.00% 0.00% - - 34.736802 0.232902 -0.648477 0.929811 4.336243 -0.601966 1.322012 0.185464 0.4536 0.6934 0.4457 nan nan
2459916 not_connected 100.00% 0.00% 0.00% 0.00% - - 31.432729 0.636292 -0.611355 0.848313 2.040997 -0.575939 1.249834 0.511872 0.4459 0.6627 0.3896 nan nan
2459915 not_connected 100.00% 0.00% 0.00% 0.00% - - 33.017750 0.259087 -0.635740 1.363654 1.704405 -0.507085 2.810752 -0.342624 0.4893 0.6912 0.3651 nan nan
2459914 not_connected 100.00% 0.00% 0.00% 0.00% - - 35.678879 0.020764 -0.722595 1.604698 2.823668 -0.387713 2.644590 -0.295130 0.5299 0.7140 0.3234 nan nan
2459913 not_connected 100.00% 100.00% 100.00% 0.00% - - 238.144047 237.929953 inf inf 3455.861573 3506.661841 9288.092007 8918.707692 nan nan nan nan nan
2459912 not_connected 100.00% 0.00% 0.00% 0.00% - - 31.628569 0.017499 -0.735599 0.613537 3.505691 -1.400781 0.102320 -0.306721 0.4262 0.6583 0.3978 nan nan
2459911 not_connected 100.00% 0.00% 0.00% 0.00% - - 29.682825 0.097539 -0.682261 0.893193 2.844890 -1.580327 1.187605 -0.286966 0.4321 0.6601 0.3997 nan nan
2459910 not_connected 100.00% 0.00% 0.00% 0.00% - - 29.816953 0.258472 -0.709401 0.842982 2.733778 -1.680673 0.766453 -0.959588 0.4357 0.6600 0.3976 nan nan
2459909 not_connected 100.00% 0.00% 0.00% 0.00% - - 31.507158 0.220856 -0.761793 0.572757 2.279623 -1.620131 1.380740 -0.306963 0.4348 0.6591 0.3950 nan nan
2459908 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.906736 0.074705 -0.686126 0.566250 2.100038 -1.368482 0.830636 0.174794 0.4401 0.6635 0.3942 nan nan
2459907 not_connected 100.00% 0.00% 0.00% 0.00% - - 31.564393 -0.332456 -0.463115 -0.579182 1.722087 -2.098556 2.338456 0.416341 0.4633 0.6578 0.3822 nan nan
2459906 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.642866 -0.310582 -0.134983 -0.029583 1.945714 -1.334911 0.920172 1.090107 0.4523 0.6484 0.3819 nan nan
2459905 not_connected 100.00% 0.00% 0.00% 0.00% - - 31.218009 -0.343164 -0.268199 -0.105155 4.905398 -2.752524 3.146539 0.472979 0.4509 0.6506 0.3863 nan nan
2459904 not_connected 100.00% 0.00% 0.00% 0.00% - - 31.693844 -0.347815 -0.083061 0.106405 2.833334 -1.688792 -0.800006 0.972547 0.4539 0.6472 0.3788 nan nan
2459903 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.100079 -0.305562 -0.279097 -0.184193 1.596405 -1.561759 -0.908435 0.860478 0.4604 0.6535 0.3832 nan nan
2459902 not_connected 100.00% 0.00% 0.00% 0.00% - - 35.398167 -0.130277 -0.151776 0.130560 2.008333 -1.649280 2.952381 0.122197 0.4661 0.6553 0.3768 nan nan
2459901 not_connected 100.00% 100.00% 100.00% 0.00% - - 255.416481 254.796428 inf inf 7.251245 7.592338 -5.100854 -5.006895 nan nan nan nan nan
2459900 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.256524 -0.570751 -0.552611 -0.421691 1.166132 -1.872310 1.294933 0.049096 0.4089 0.6061 0.3294 nan nan
2459898 not_connected 100.00% 0.00% 0.00% 0.00% - - 30.408831 -0.582154 -0.431979 -0.376490 2.490197 -2.144229 -0.590940 0.662229 0.4593 0.6536 0.3818 nan nan
2459897 not_connected 100.00% 0.00% 0.00% 0.00% - - 29.534849 -0.474829 -0.165396 -0.242069 3.245353 -2.318754 0.824143 0.656831 0.4690 0.6573 0.3759 nan nan
2459896 not_connected 100.00% 0.00% 0.00% 0.00% - - 28.515090 -0.510124 -0.245189 -0.242189 3.383971 -3.164479 2.850001 0.400058 0.4752 0.6617 0.3740 nan nan
2459895 not_connected 100.00% 0.00% 0.00% 0.00% - - 34.454950 -0.693855 -0.223424 0.334965 2.889985 -1.840357 1.740239 -1.031909 0.6032 0.7416 0.2723 nan nan
2459894 not_connected 100.00% 0.00% 0.00% 0.00% - - 36.805569 -0.730570 -0.271987 -0.240047 3.745728 -2.569089 0.697374 -0.210422 0.4797 0.6634 0.3638 nan nan
2459893 not_connected 100.00% 0.00% 0.00% 0.00% - - 35.424333 -0.810902 -0.401762 -0.456962 2.561886 -2.543665 0.568441 0.115559 0.4809 0.6637 0.3654 nan nan
2459892 not_connected 100.00% 0.00% 0.00% 0.00% - - 34.813278 -0.709730 -0.390274 -0.390819 1.650396 -1.892598 1.975972 0.023676 0.4715 0.6632 0.3686 nan nan
2459891 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.198714 -0.677446 -0.166037 -0.156102 3.174478 -2.734856 -0.476740 0.162768 0.4588 0.6516 0.3731 nan nan
2459890 not_connected 100.00% 0.00% 0.00% 0.00% - - 34.425632 -0.758502 -0.366467 0.087381 2.658356 -2.066323 5.219010 -0.337673 0.4604 0.6494 0.3708 nan nan
2459889 not_connected 100.00% 0.00% 0.00% 0.00% - - 37.629983 -0.698350 -0.260220 -0.212354 4.206195 -2.996214 0.096247 0.118168 0.4717 0.6539 0.3656 nan nan
2459888 not_connected 100.00% 0.00% 0.00% 0.00% - - 30.822870 -0.613707 -0.289360 0.025217 3.815053 -2.681444 0.924998 -0.765761 0.4941 0.6710 0.3608 nan nan
2459887 not_connected 100.00% 0.00% 0.00% 0.00% - - 33.252057 -0.732893 -0.990068 -0.735418 2.013175 -3.090873 1.778455 -0.333685 0.4698 0.6513 0.3703 nan nan
2459886 not_connected 100.00% 1.06% 1.06% 0.00% - - 40.507900 -1.028251 -0.353093 0.324740 6.602767 5.792276 0.339463 -0.314917 0.5645 0.7067 0.3297 nan nan
2459885 not_connected 100.00% 0.00% 0.00% 0.00% - - 52.727778 1.126734 16.939028 22.226406 8.492147 2.968253 10.698809 4.632404 0.5327 0.6916 0.3356 nan nan
2459884 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.208300 -0.846898 -0.292314 0.061548 3.341897 -2.345048 0.975099 0.040764 0.4702 0.6457 0.3687 nan nan
2459883 not_connected 100.00% 0.00% 0.00% 0.00% - - 41.307264 1.148449 14.829655 19.573293 4.263958 1.239737 6.185125 1.933434 0.4837 0.6612 0.3634 nan nan
2459882 not_connected 100.00% 0.00% 0.00% 0.00% - - 70.511584 1.620955 17.108801 22.593115 6.935117 1.976010 9.149451 0.343175 0.4808 0.6594 0.3573 nan nan
2459881 not_connected 100.00% 0.00% 0.00% 0.00% - - 40.037550 1.014060 19.209511 26.092388 10.710899 3.485764 0.808277 2.561563 0.5489 0.7093 0.3098 nan nan
2459880 not_connected 100.00% 0.00% 0.00% 0.00% - - 48.671705 1.059893 15.401753 20.736293 4.176932 1.097523 3.557934 0.271460 0.4741 0.6555 0.3721 nan nan
2459879 not_connected 100.00% 0.00% 0.00% 0.00% - - 28.395052 -1.130021 -1.695650 -2.226702 -0.196212 -1.629810 0.583775 0.871244 0.4581 0.6472 0.3862 nan nan
2459878 not_connected 100.00% 0.00% 0.00% 0.00% - - 43.379357 1.268966 19.175837 25.459896 6.855537 2.395780 8.330593 2.658314 0.4756 0.6641 0.3759 nan nan
2459876 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459875 not_connected 100.00% 0.00% 0.00% 0.00% - - 52.829882 0.840733 18.258906 24.192620 8.235354 3.082107 2.024547 3.745369 0.5007 0.6711 0.3907 nan nan
2459874 not_connected 100.00% 0.00% 0.00% 0.00% - - 14.641217 14.661278 29.164500 29.868210 16.261097 24.439895 -5.067914 -6.014579 0.4762 0.6267 0.3589 nan nan
2459873 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459872 not_connected 100.00% 0.00% 0.00% 0.00% - - 51.039712 0.634174 17.017913 22.254174 10.943608 4.596458 -0.774765 0.962124 0.4867 0.6517 0.3789 nan nan
2459871 not_connected 100.00% 0.00% 0.00% 0.00% - - 40.236402 0.514694 16.973853 22.787346 10.516640 3.963673 0.104362 0.988490 0.4945 0.6476 0.3696 nan nan
2459870 not_connected 100.00% 0.00% 0.00% 0.00% - - 64.253286 1.364784 12.507944 16.524392 7.179657 2.724127 -0.433664 2.168139 0.4944 0.6542 0.3735 nan nan
2459869 not_connected 100.00% 0.00% 0.00% 0.00% - - 51.842239 1.176483 12.287622 16.094443 8.969338 3.566012 1.700402 2.591477 0.5117 0.6750 0.3692 nan nan
2459868 not_connected 100.00% 0.00% 0.00% 0.00% - - 59.970547 1.523328 19.131307 25.796779 6.244468 2.386340 2.354195 -0.289606 0.4811 0.6492 0.3814 nan nan
2459867 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459866 not_connected 100.00% 0.00% 0.00% 0.00% - - 47.958885 0.820108 14.359641 18.637322 5.393010 0.658091 0.328302 -0.973881 0.4940 0.6546 0.3734 nan nan
2459865 not_connected 100.00% 0.00% 0.00% 0.00% - - 53.474007 2.021570 19.454424 24.712108 10.314455 2.634704 7.687408 4.152159 0.5305 0.6773 0.3478 nan nan
2459864 not_connected 100.00% 0.00% 0.00% 0.00% - - 66.723449 1.178679 10.125732 12.207980 5.286170 1.727024 0.473369 -0.024778 0.4951 0.6533 0.3928 nan nan
2459863 not_connected 100.00% 0.00% 0.00% 0.00% - - 43.873754 -0.832625 -0.277321 0.097401 2.844861 -1.249903 0.650343 -0.734166 0.4866 0.6387 0.3769 nan nan
2459862 not_connected 100.00% 0.00% 0.00% 0.00% - - 44.982962 -0.106306 12.763805 14.692284 6.548921 2.694833 0.440771 -0.513407 0.4778 0.6758 0.4171 nan nan
2459861 not_connected 100.00% 0.00% 0.00% 0.00% - - 32.848785 -1.033042 -1.137934 -1.182018 0.698423 -1.747924 -0.616144 -0.860206 0.5016 0.6556 0.3888 nan nan
2459860 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459859 not_connected 100.00% 0.00% 0.00% 0.00% - - 28.412730 -1.018334 -1.059899 -1.154176 0.441769 -1.377441 -0.058704 -0.223161 0.5179 0.6569 0.3792 nan nan
2459858 not_connected 100.00% 13.43% 0.00% 0.00% 100.00% 0.00% 31.701631 -1.254080 -1.528550 -1.549288 0.705898 -1.394642 -0.592421 -0.520262 0.5209 0.6618 0.3872 2.597246 2.345898
2459857 not_connected 0.00% 100.00% 100.00% 0.00% - - -0.370914 -0.466261 2.826262 2.773593 0.464574 0.189710 -1.088132 -0.414030 0.0416 0.0449 0.0094 nan nan
2459856 not_connected 100.00% 11.43% 0.00% 0.00% 100.00% 0.00% 42.756287 0.203658 9.163743 10.617774 3.519773 0.944081 -0.822421 0.221419 0.5124 0.6758 0.3865 3.635088 2.586450
2459855 not_connected 100.00% 28.35% 0.00% 0.00% 100.00% 0.00% 50.691512 0.312469 10.401613 11.967162 1.388470 0.184292 -0.517856 -0.486014 0.4798 0.6845 0.4460 2.585927 2.551360
2459854 not_connected 100.00% 11.64% 0.00% 0.00% 100.00% 0.00% 52.528935 0.132364 9.207117 10.440514 1.445285 0.028097 -0.584081 0.136106 0.5283 0.7221 0.4362 2.569241 2.325108
2459853 not_connected 100.00% 11.80% 0.00% 0.00% 100.00% 0.00% 36.821053 0.124927 11.672415 13.421777 4.182604 0.823653 -0.114445 -0.143664 0.5350 0.6592 0.3886 2.904253 2.830357
2459852 not_connected 100.00% 0.54% 0.00% 0.00% 100.00% 0.00% 21.127065 2.182967 10.547545 13.337223 8.089456 5.751043 8.489643 9.991319 0.6887 0.8101 0.2612 5.896164 3.872362
2459851 not_connected 100.00% 7.52% 0.00% 0.00% 100.00% 0.00% 32.101732 3.290501 13.156302 14.152944 10.881534 13.469416 4.689941 11.691461 0.5758 0.7214 0.3357 2.879976 2.611413
2459850 not_connected 100.00% 12.85% 0.00% 0.00% 100.00% 0.00% 37.566240 0.607696 11.135638 12.455829 5.900964 3.279892 -0.295260 5.914976 0.5705 0.7359 0.3565 2.543148 2.654551
2459849 not_connected 100.00% 8.09% 0.00% 0.00% 100.00% 0.00% 41.600329 0.774444 22.600330 25.301992 4.621247 0.498143 -1.037413 0.041499 0.5645 0.7263 0.3571 3.230015 3.258285
2459848 not_connected 100.00% 12.75% 0.00% 0.00% 100.00% 0.00% 40.681405 0.819699 16.472061 18.159127 8.590059 3.189961 -0.937162 -0.255294 0.5432 0.7315 0.3828 3.799077 3.132232
2459847 not_connected 100.00% 16.11% 0.00% 0.00% 100.00% 0.00% 43.057561 0.506269 15.517921 17.283599 8.207806 3.877039 0.658783 -0.955846 0.5156 0.6575 0.3949 2.748276 2.478284
2459846 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 35.644619 6.379568 10.571478 14.335699 14.940228 7.876759 1.186101 -0.529771 0.6372 0.6371 0.3717 1.572709 1.797315
2459845 not_connected 100.00% 2.21% 0.00% 0.00% 100.00% 0.00% 46.929114 1.328376 20.842908 23.773703 5.653696 1.046493 0.502191 -1.474708 0.5746 0.7347 0.3595 0.000000 0.000000
2459844 not_connected 100.00% 100.00% 100.00% 0.00% - - 1.934561 0.251785 66.212188 64.427461 2.694056 2.966033 1.401476 2.287592 0.0443 0.0573 0.0176 nan nan
2459843 not_connected 100.00% 1.75% 0.66% 0.00% 100.00% 0.00% 22.571245 7.598276 16.576853 17.367270 5.032624 7.420442 -0.884770 -2.947332 0.6004 0.7196 0.3709 3.279019 3.606941
2459842 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.978673 0.262219 -0.756236 -1.065072 -1.161207 -2.583017 -0.244257 -1.618291 0.5722 0.6297 0.2107 4.380152 3.124631
2459841 not_connected 100.00% 100.00% 100.00% 0.00% - - 35.332179 29.317593 54.816724 53.257811 33.795094 30.839767 7.578789 9.854823 0.0603 0.0689 0.0307 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 78: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 78: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.021646 -0.033829 32.021646 0.386878 -0.634422 -0.817309 2.320838 1.086819 0.454043

Antenna 78: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.426548 32.426548 0.292847 -0.477607 0.944011 3.688922 -0.239950 1.073170 0.803105

Antenna 78: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 35.678311 0.666885 35.678311 1.105986 -0.560521 -0.593196 1.784326 0.771201 2.735327

Antenna 78: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 34.736802 0.232902 34.736802 0.929811 -0.648477 -0.601966 4.336243 0.185464 1.322012

Antenna 78: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.432729 31.432729 0.636292 -0.611355 0.848313 2.040997 -0.575939 1.249834 0.511872

Antenna 78: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 33.017750 33.017750 0.259087 -0.635740 1.363654 1.704405 -0.507085 2.810752 -0.342624

Antenna 78: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 35.678879 35.678879 0.020764 -0.722595 1.604698 2.823668 -0.387713 2.644590 -0.295130

Antenna 78: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected nn Power inf 237.929953 238.144047 inf inf 3506.661841 3455.861573 8918.707692 9288.092007

Antenna 78: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.628569 0.017499 31.628569 0.613537 -0.735599 -1.400781 3.505691 -0.306721 0.102320

Antenna 78: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 29.682825 0.097539 29.682825 0.893193 -0.682261 -1.580327 2.844890 -0.286966 1.187605

Antenna 78: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 29.816953 0.258472 29.816953 0.842982 -0.709401 -1.680673 2.733778 -0.959588 0.766453

Antenna 78: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.507158 0.220856 31.507158 0.572757 -0.761793 -1.620131 2.279623 -0.306963 1.380740

Antenna 78: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.906736 32.906736 0.074705 -0.686126 0.566250 2.100038 -1.368482 0.830636 0.174794

Antenna 78: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.564393 -0.332456 31.564393 -0.579182 -0.463115 -2.098556 1.722087 0.416341 2.338456

Antenna 78: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.642866 -0.310582 32.642866 -0.029583 -0.134983 -1.334911 1.945714 1.090107 0.920172

Antenna 78: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.218009 -0.343164 31.218009 -0.105155 -0.268199 -2.752524 4.905398 0.472979 3.146539

Antenna 78: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.693844 -0.347815 31.693844 0.106405 -0.083061 -1.688792 2.833334 0.972547 -0.800006

Antenna 78: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.100079 -0.305562 32.100079 -0.184193 -0.279097 -1.561759 1.596405 0.860478 -0.908435

Antenna 78: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 35.398167 35.398167 -0.130277 -0.151776 0.130560 2.008333 -1.649280 2.952381 0.122197

Antenna 78: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Power inf 255.416481 254.796428 inf inf 7.251245 7.592338 -5.100854 -5.006895

Antenna 78: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.256524 32.256524 -0.570751 -0.552611 -0.421691 1.166132 -1.872310 1.294933 0.049096

Antenna 78: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 30.408831 -0.582154 30.408831 -0.376490 -0.431979 -2.144229 2.490197 0.662229 -0.590940

Antenna 78: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 29.534849 -0.474829 29.534849 -0.242069 -0.165396 -2.318754 3.245353 0.656831 0.824143

Antenna 78: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 28.515090 -0.510124 28.515090 -0.242189 -0.245189 -3.164479 3.383971 0.400058 2.850001

Antenna 78: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 34.454950 34.454950 -0.693855 -0.223424 0.334965 2.889985 -1.840357 1.740239 -1.031909

Antenna 78: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 36.805569 -0.730570 36.805569 -0.240047 -0.271987 -2.569089 3.745728 -0.210422 0.697374

Antenna 78: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 35.424333 35.424333 -0.810902 -0.401762 -0.456962 2.561886 -2.543665 0.568441 0.115559

Antenna 78: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 34.813278 -0.709730 34.813278 -0.390819 -0.390274 -1.892598 1.650396 0.023676 1.975972

Antenna 78: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.198714 32.198714 -0.677446 -0.166037 -0.156102 3.174478 -2.734856 -0.476740 0.162768

Antenna 78: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 34.425632 -0.758502 34.425632 0.087381 -0.366467 -2.066323 2.658356 -0.337673 5.219010

Antenna 78: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 37.629983 37.629983 -0.698350 -0.260220 -0.212354 4.206195 -2.996214 0.096247 0.118168

Antenna 78: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 30.822870 -0.613707 30.822870 0.025217 -0.289360 -2.681444 3.815053 -0.765761 0.924998

Antenna 78: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 33.252057 -0.732893 33.252057 -0.735418 -0.990068 -3.090873 2.013175 -0.333685 1.778455

Antenna 78: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 40.507900 40.507900 -1.028251 -0.353093 0.324740 6.602767 5.792276 0.339463 -0.314917

Antenna 78: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 52.727778 1.126734 52.727778 22.226406 16.939028 2.968253 8.492147 4.632404 10.698809

Antenna 78: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.208300 -0.846898 32.208300 0.061548 -0.292314 -2.345048 3.341897 0.040764 0.975099

Antenna 78: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 41.307264 1.148449 41.307264 19.573293 14.829655 1.239737 4.263958 1.933434 6.185125

Antenna 78: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 70.511584 1.620955 70.511584 22.593115 17.108801 1.976010 6.935117 0.343175 9.149451

Antenna 78: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 40.037550 1.014060 40.037550 26.092388 19.209511 3.485764 10.710899 2.561563 0.808277

Antenna 78: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 48.671705 1.059893 48.671705 20.736293 15.401753 1.097523 4.176932 0.271460 3.557934

Antenna 78: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 28.395052 -1.130021 28.395052 -2.226702 -1.695650 -1.629810 -0.196212 0.871244 0.583775

Antenna 78: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 43.379357 1.268966 43.379357 25.459896 19.175837 2.395780 6.855537 2.658314 8.330593

Antenna 78: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 78: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 52.829882 52.829882 0.840733 18.258906 24.192620 8.235354 3.082107 2.024547 3.745369

Antenna 78: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected nn Power 29.868210 14.641217 14.661278 29.164500 29.868210 16.261097 24.439895 -5.067914 -6.014579

Antenna 78: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 78: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 51.039712 0.634174 51.039712 22.254174 17.017913 4.596458 10.943608 0.962124 -0.774765

Antenna 78: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 40.236402 0.514694 40.236402 22.787346 16.973853 3.963673 10.516640 0.988490 0.104362

Antenna 78: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 64.253286 64.253286 1.364784 12.507944 16.524392 7.179657 2.724127 -0.433664 2.168139

Antenna 78: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 51.842239 51.842239 1.176483 12.287622 16.094443 8.969338 3.566012 1.700402 2.591477

Antenna 78: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 59.970547 59.970547 1.523328 19.131307 25.796779 6.244468 2.386340 2.354195 -0.289606

Antenna 78: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 78: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 47.958885 0.820108 47.958885 18.637322 14.359641 0.658091 5.393010 -0.973881 0.328302

Antenna 78: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 53.474007 53.474007 2.021570 19.454424 24.712108 10.314455 2.634704 7.687408 4.152159

Antenna 78: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 66.723449 1.178679 66.723449 12.207980 10.125732 1.727024 5.286170 -0.024778 0.473369

Antenna 78: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 43.873754 43.873754 -0.832625 -0.277321 0.097401 2.844861 -1.249903 0.650343 -0.734166

Antenna 78: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 44.982962 44.982962 -0.106306 12.763805 14.692284 6.548921 2.694833 0.440771 -0.513407

Antenna 78: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.848785 -1.033042 32.848785 -1.182018 -1.137934 -1.747924 0.698423 -0.860206 -0.616144

Antenna 78: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 78: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 28.412730 28.412730 -1.018334 -1.059899 -1.154176 0.441769 -1.377441 -0.058704 -0.223161

Antenna 78: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 31.701631 -1.254080 31.701631 -1.549288 -1.528550 -1.394642 0.705898 -0.520262 -0.592421

Antenna 78: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Power 2.826262 -0.466261 -0.370914 2.773593 2.826262 0.189710 0.464574 -0.414030 -1.088132

Antenna 78: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 42.756287 42.756287 0.203658 9.163743 10.617774 3.519773 0.944081 -0.822421 0.221419

Antenna 78: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 50.691512 0.312469 50.691512 11.967162 10.401613 0.184292 1.388470 -0.486014 -0.517856

Antenna 78: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 52.528935 0.132364 52.528935 10.440514 9.207117 0.028097 1.445285 0.136106 -0.584081

Antenna 78: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 36.821053 0.124927 36.821053 13.421777 11.672415 0.823653 4.182604 -0.143664 -0.114445

Antenna 78: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 21.127065 21.127065 2.182967 10.547545 13.337223 8.089456 5.751043 8.489643 9.991319

Antenna 78: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 32.101732 32.101732 3.290501 13.156302 14.152944 10.881534 13.469416 4.689941 11.691461

Antenna 78: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 37.566240 37.566240 0.607696 11.135638 12.455829 5.900964 3.279892 -0.295260 5.914976

Antenna 78: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 41.600329 41.600329 0.774444 22.600330 25.301992 4.621247 0.498143 -1.037413 0.041499

Antenna 78: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 40.681405 0.819699 40.681405 18.159127 16.472061 3.189961 8.590059 -0.255294 -0.937162

Antenna 78: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 43.057561 0.506269 43.057561 17.283599 15.517921 3.877039 8.207806 -0.955846 0.658783

Antenna 78: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 35.644619 35.644619 6.379568 10.571478 14.335699 14.940228 7.876759 1.186101 -0.529771

Antenna 78: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 46.929114 1.328376 46.929114 23.773703 20.842908 1.046493 5.653696 -1.474708 0.502191

Antenna 78: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Power 66.212188 1.934561 0.251785 66.212188 64.427461 2.694056 2.966033 1.401476 2.287592

Antenna 78: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 22.571245 7.598276 22.571245 17.367270 16.576853 7.420442 5.032624 -2.947332 -0.884770

Antenna 78: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 10.978673 10.978673 0.262219 -0.756236 -1.065072 -1.161207 -2.583017 -0.244257 -1.618291

Antenna 78: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Power 54.816724 35.332179 29.317593 54.816724 53.257811 33.795094 30.839767 7.578789 9.854823
In [ ]: